Data Science & ML Claude 技能

Verde Spatial Data Gridding

Grids and interpolates scattered spatial data using machine-learning style APIs and processing pipelines.

SimPEG Geophysics Inversion

Performs complex geophysical forward modeling and inversion for subsurface physical property mapping.

Well Log Evaluation Workflow

Automates the end-to-end formation evaluation pipeline from raw LAS/DLIS data to petrophysical analysis and 3D visualization.

Magnetotelluric Analysis (mtpy)

Processes and models magnetotelluric (MT) geophysical data using the mtpy library to analyze subsurface resistivity.

Clarity Gate

Enforces epistemic quality in documentation to prevent LLM hallucinations in RAG systems.

Clarity Gate

Enforces epistemic quality and uncertainty markers in documents to prevent hallucinations in RAG systems and LLM workflows.

Everyrow AI Data Processor

Transforms pandas dataframes using AI-powered qualitative ranking, semantic deduplication, and research-based filtering.

Clarity Gate

Verifies and enforces epistemic quality in documents to prevent LLM hallucinations within RAG systems and knowledge bases.

Disba Surface Wave Dispersion

Computes surface wave dispersion curves and sensitivity kernels for layered Earth models with high-performance Numba acceleration.

PetroPy Petrophysical Analysis

Performs advanced formation evaluation and petrophysical analysis directly from well log data using industry-standard calculations.

Landlab Surface Process Modeling

Builds 2D numerical models for landscape evolution, erosion, hydrology, and geomorphology using the Landlab Python framework.

GWOSC Gravitational Wave Data Tool

Searches and downloads gravitational wave event data and strain files from the Gravitational Wave Open Science Center.

Zenodo Research Data Access

Searches, retrieves, and downloads scientific datasets, software, and research artifacts from the Zenodo open repository.

SAP Data Intelligence Cloud Development

Builds and optimizes data processing pipelines, integrations, and machine learning scenarios within the SAP Data Intelligence Cloud environment.

SAP Cloud SDK for AI

Integrates SAP AI Core and Generative AI Hub capabilities into JavaScript and Java applications with enterprise-grade orchestration and security features.

SAP HANA Machine Learning (hana-ml)

Develops and deploys in-database machine learning models using the SAP HANA Python Client for PAL, APL, and AutoML workflows.

LiteLLM Integration

Simplifies LLM API integration by providing a unified Python interface for over 100 providers using a consistent OpenAI-compatible format.

HEPData Physics Explorer

Searches and retrieves experimental high-energy physics data tables and cross-section measurements from the HEPData repository.

SAP AI Core

Deploys and manages enterprise AI/ML workloads, Generative AI Hub models, and orchestration pipelines on SAP BTP.

ComfyUI Troubleshooting Guide

Diagnoses and resolves common ComfyUI execution errors, performance bottlenecks, and configuration issues.

Z-Image Workflow Builder

Generates and manages high-fidelity Z-Image text-to-image workflows for ComfyUI using RedCraft and Turbo models.

Recommendation System Engineering

Deploys production-ready recommendation architectures featuring multi-tier caching, feature stores, and automated A/B testing frameworks.

ML Pipeline Automation

Orchestrates end-to-end machine learning workflows using industry-standard tools like Airflow, Kubeflow, and MLflow.

ComfyUI Model Compatibility Matrix

Provides precise configuration parameters and compatibility rules for Stable Diffusion, Flux, and video generation models within ComfyUI.

LLM Experiment Visualization & Analysis

Generates interactive visualizations and comprehensive evaluation reports from LLM social research experiments.

Dismech Ontology Manager

Manages and validates ontology term references for the Dismech knowledge base using the Ontology Access Kit.

Llamafile Local LLM

Simplifies the installation, configuration, and management of Mozilla Llamafile for running local, OpenAI-compatible LLMs.

DSPy Haystack Integration

Optimizes Haystack RAG pipelines by leveraging DSPy's data-driven prompt tuning and programmatic optimization capabilities.

Julia Scientific Package Mapper

Maps over 130 Python scientific libraries to their high-performance, native Julia equivalents for bioinformatics, chemistry, and quantum research.

Julia Scientific Package Mapping

Bridges the gap between Python and Julia ecosystems by providing direct package mappings for 137 high-density scientific AI and data science skills.